




"""simple docstring"""


import glob
import os
import random
from string import ascii_lowercase, digits

import cva
_A						=     """"""
_A						=     """"""
_A						=     """"""
_A						=     1  # (0 is vertical, 1 is horizontal)



def 			lowercase_ (					)		->							None:
      lowerCAmelCase__     :					Optional[Any]       =			get_dataset(__UpperCAmelCase							,						__UpperCAmelCase )
      print("""Processing...""" )
      lowerCAmelCase__     :					List[str]       =			update_image_and_anno(__UpperCAmelCase							,						__UpperCAmelCase							,						__UpperCAmelCase )

      for index, image in enumerate(__UpperCAmelCase ):
            # Get random string code: '7b7ad245cdff75241935e4dd860f3bad'
            lowerCAmelCase__     :					Optional[Any]       =			random_chars(32 )
            lowerCAmelCase__     :					Optional[int]       =			paths[index].split(os.sep )[-1].rsplit("""."""							,						1 )[0]
            lowerCAmelCase__     :					Optional[Any]       =			f"""{OUTPUT_DIR}/{file_name}_FLIP_{letter_code}"""
            cva.imwrite(f"""/{file_root}.jpg"""							,						__UpperCAmelCase							,						[cva.IMWRITE_JPEG_QUALITY, 85] )
            print(f"""Success {index+1}/{len(__UpperCAmelCase )} with {file_name}""" )
            lowerCAmelCase__     :					Optional[int]       =			[]
            for anno in new_annos[index]:
                  lowerCAmelCase__     :					Tuple       =			f"""{anno[0]} {anno[1]} {anno[2]} {anno[3]} {anno[4]}"""
                  annos_list.append(__UpperCAmelCase )
            with open(f"""/{file_root}.txt"""							,						"""w""" ) as outfile:
                  outfile.write("""\n""".join(line for line in annos_list ) )



def 			lowercase_ (					__UpperCAmelCase							,						__UpperCAmelCase )		->							tuple[list, list]:
      lowerCAmelCase__     :					Tuple       =			[]
      lowerCAmelCase__     :					Tuple       =			[]
      for label_file in glob.glob(os.path.join(__UpperCAmelCase							,						"""*.txt""" ) ):
            lowerCAmelCase__     :					List[str]       =			label_file.split(os.sep )[-1].rsplit("""."""							,						1 )[0]
            with open(__UpperCAmelCase ) as in_file:
                  lowerCAmelCase__     :					Any       =			in_file.readlines()
            lowerCAmelCase__     :					Dict       =			os.path.join(__UpperCAmelCase							,						f"""{label_name}.jpg""" )

            lowerCAmelCase__     :					Tuple       =			[]
            for obj_list in obj_lists:
                  lowerCAmelCase__     :					List[Any]       =			obj_list.rstrip("""\n""" ).split(""" """ )
                  boxes.append(
                      [
                          int(obj[0] ),
                          float(obj[1] ),
                          float(obj[2] ),
                          float(obj[3] ),
                          float(obj[4] ),
                      ] )
            if not boxes:
                  continue
            img_paths.append(__UpperCAmelCase )
            labels.append(__UpperCAmelCase )
      return img_paths, labels



def 			lowercase_ (					__UpperCAmelCase							,						__UpperCAmelCase							,						__UpperCAmelCase = 1 )		->							tuple[list, list, list]:
      lowerCAmelCase__     :					Optional[int]       =			[]
      lowerCAmelCase__     :					Dict       =			[]
      lowerCAmelCase__     :					Tuple       =			[]
      for idx in range(len(__UpperCAmelCase ) ):
            lowerCAmelCase__     :					str       =			[]
            lowerCAmelCase__     :					int       =			img_list[idx]
            path_list.append(__UpperCAmelCase )
            lowerCAmelCase__     :					Union[str, Any]       =			anno_list[idx]
            lowerCAmelCase__     :					Tuple       =			cva.imread(__UpperCAmelCase )
            if flip_type == 1:
                  lowerCAmelCase__     :					str       =			cva.flip(__UpperCAmelCase							,						__UpperCAmelCase )
                  for bbox in img_annos:
                        lowerCAmelCase__     :					Dict       =			1 - bbox[1]
                        new_annos.append([bbox[0], x_center_new, bbox[2], bbox[3], bbox[4]] )
            elif flip_type == 0:
                  lowerCAmelCase__     :					Tuple       =			cva.flip(__UpperCAmelCase							,						__UpperCAmelCase )
                  for bbox in img_annos:
                        lowerCAmelCase__     :					List[str]       =			1 - bbox[2]
                        new_annos.append([bbox[0], bbox[1], y_center_new, bbox[3], bbox[4]] )
            new_annos_lists.append(__UpperCAmelCase )
            new_imgs_list.append(__UpperCAmelCase )
      return new_imgs_list, new_annos_lists, path_list



def 			lowercase_ (					__UpperCAmelCase = 32 )		->							str:
      assert number_char > 1, "The number of character should greater than 1"
      lowerCAmelCase__     :					Any       =			ascii_lowercase + digits
      return "".join(random.choice(__UpperCAmelCase ) for _ in range(__UpperCAmelCase ) )


if __name__ == "__main__":
  main()
  print("""DONE ✅""")







import collections
import os
import re
from pathlib import Path


lowerCamelCase_    :			Optional[Any]    =	"""src/transformers"""


# Matches is_xxx_available()
lowerCamelCase_    :			Union[str, Any]    =	re.compile(r"""is\_([a-z_]*)_available()""")
# Catches a one-line _import_struct = {xxx}
lowerCamelCase_    :			int    =	re.compile(r"""^_import_structure\s+=\s+\{([^\}]+)\}""")
# Catches a line with a key-values pattern: "bla": ["foo", "bar"]
lowerCamelCase_    :			Union[str, Any]    =	re.compile(r"""\s+\"\S*\":\s+\[([^\]]*)\]""")
# Catches a line if not is_foo_available
lowerCamelCase_    :			Any    =	re.compile(r"""^\s*if\s+not\s+is\_[a-z_]*\_available\(\)""")
# Catches a line _import_struct["bla"].append("foo")
lowerCamelCase_    :			Any    =	re.compile(r"""^\s*_import_structure\[\"\S*\"\]\.append\(\"(\S*)\"\)""")
# Catches a line _import_struct["bla"].extend(["foo", "bar"]) or _import_struct["bla"] = ["foo", "bar"]
lowerCamelCase_    :			List[Any]    =	re.compile(r"""^\s*_import_structure\[\S*\](?:\.extend\(|\s*=\s+)\[([^\]]*)\]""")
# Catches a line with an object between quotes and a comma:     "MyModel",
lowerCamelCase_    :			Any    =	re.compile(r"""^\s+\"([^\"]+)\",""")
# Catches a line with objects between brackets only:    ["foo", "bar"],
lowerCamelCase_    :			Tuple    =	re.compile(r"""^\s+\[([^\]]+)\]""")
# Catches a line with from foo import bar, bla, boo
lowerCamelCase_    :			Tuple    =	re.compile(r"""\s+from\s+\S*\s+import\s+([^\(\s].*)\n""")
# Catches a line with try:
lowerCamelCase_    :			Dict    =	re.compile(r"""^\s*try:""")
# Catches a line with else:
lowerCamelCase_    :			Union[str, Any]    =	re.compile(r"""^\s*else:""")







def 							A__       (    lowerCamelCase    )	->						List[Any]:
				if _re_test_backend.search(lowerCamelCase    ) is None:
								return None
				UpperCamelCase_:				Any						=    [b[0] for b in _re_backend.findall(lowerCamelCase    )]
				backends.sort()
				return "_and_".join(lowerCamelCase    )







def 							A__       (    lowerCamelCase    )	->						Union[str, Any]:
				with open(lowerCamelCase  ,     """r"""  ,     encoding="""utf-8"""  ,     newline="""\n"""    ) as f:
								UpperCamelCase_:				Dict						=    f.readlines()

				UpperCamelCase_:				Tuple						=    0
				while line_index < len(lowerCamelCase    ) and not lines[line_index].startswith("""_import_structure = {"""    ):
								line_index += 1

				# If this is a traditional init, just return.
				if line_index >= len(lowerCamelCase    ):
								return None

				# First grab the objects without a specific backend in _import_structure
				UpperCamelCase_:				Optional[int]						=    []
				while not lines[line_index].startswith("""if TYPE_CHECKING"""    ) and find_backend(lines[line_index]    ) is None:
								UpperCamelCase_:				Any						=    lines[line_index]
								# If we have everything on a single line, let's deal with it.
								if _re_one_line_import_struct.search(lowerCamelCase    ):
												UpperCamelCase_:				str						=    _re_one_line_import_struct.search(lowerCamelCase    ).groups()[0]
												UpperCamelCase_:				Tuple						=    re.findall(r"""\[([^\]]+)\]"""  ,     lowerCamelCase    )
												for imp in imports:
																objects.extend([obj[1:-1] for obj in imp.split(""", """    )]    )
												line_index += 1
												continue
								UpperCamelCase_:				Any						=    _re_import_struct_key_value.search(lowerCamelCase    )
								if single_line_import_search is not None:
												UpperCamelCase_:				Any						=    [obj[1:-1] for obj in single_line_import_search.groups()[0].split(""", """    ) if len(lowerCamelCase    ) > 0]
												objects.extend(lowerCamelCase    )
								elif line.startswith(""" """ * 8 + """\""""    ):
												objects.append(line[9:-3]    )
								line_index += 1

				UpperCamelCase_:				Optional[Any]						=    {"""none""": objects}
				# Let's continue with backend-specific objects in _import_structure
				while not lines[line_index].startswith("""if TYPE_CHECKING"""    ):
								# If the line is an if not is_backend_available, we grab all objects associated.
								UpperCamelCase_:				Any						=    find_backend(lines[line_index]    )
								# Check if the backend declaration is inside a try block:
								if _re_try.search(lines[line_index - 1]    ) is None:
												UpperCamelCase_:				Any						=    None

								if backend is not None:
												line_index += 1

												# Scroll until we hit the else block of try-except-else
												while _re_else.search(lines[line_index]    ) is None:
																line_index += 1

												line_index += 1

												UpperCamelCase_:				int						=    []
												# Until we unindent, add backend objects to the list
												while len(lines[line_index]    ) <= 1 or lines[line_index].startswith(""" """ * 4    ):
																UpperCamelCase_:				Tuple						=    lines[line_index]
																if _re_import_struct_add_one.search(lowerCamelCase    ) is not None:
																				objects.append(_re_import_struct_add_one.search(lowerCamelCase    ).groups()[0]    )
																elif _re_import_struct_add_many.search(lowerCamelCase    ) is not None:
																				UpperCamelCase_:				List[str]						=    _re_import_struct_add_many.search(lowerCamelCase    ).groups()[0].split(""", """    )
																				UpperCamelCase_:				str						=    [obj[1:-1] for obj in imports if len(lowerCamelCase    ) > 0]
																				objects.extend(lowerCamelCase    )
																elif _re_between_brackets.search(lowerCamelCase    ) is not None:
																				UpperCamelCase_:				Tuple						=    _re_between_brackets.search(lowerCamelCase    ).groups()[0].split(""", """    )
																				UpperCamelCase_:				List[Any]						=    [obj[1:-1] for obj in imports if len(lowerCamelCase    ) > 0]
																				objects.extend(lowerCamelCase    )
																elif _re_quote_object.search(lowerCamelCase    ) is not None:
																				objects.append(_re_quote_object.search(lowerCamelCase    ).groups()[0]    )
																elif line.startswith(""" """ * 8 + """\""""    ):
																				objects.append(line[9:-3]    )
																elif line.startswith(""" """ * 12 + """\""""    ):
																				objects.append(line[13:-3]    )
																line_index += 1

												UpperCamelCase_:				List[str]						=    objects
								else:
												line_index += 1

    # At this stage we are in the TYPE_CHECKING part, first grab the objects without a specific backend
				UpperCamelCase_:				List[str]						=    []
				while (
				    line_index < len(lowerCamelCase    )
				    and find_backend(lines[line_index]    ) is None
				    and not lines[line_index].startswith("""else"""    )
				):
								UpperCamelCase_:				List[str]						=    lines[line_index]
								UpperCamelCase_:				Union[str, Any]						=    _re_import.search(lowerCamelCase    )
								if single_line_import_search is not None:
												objects.extend(single_line_import_search.groups()[0].split(""", """    )    )
								elif line.startswith(""" """ * 8    ):
												objects.append(line[8:-2]    )
								line_index += 1

				UpperCamelCase_:				Any						=    {"""none""": objects}
				# Let's continue with backend-specific objects
				while line_index < len(lowerCamelCase    ):
								# If the line is an if is_backend_available, we grab all objects associated.
								UpperCamelCase_:				str						=    find_backend(lines[line_index]    )
								# Check if the backend declaration is inside a try block:
								if _re_try.search(lines[line_index - 1]    ) is None:
												UpperCamelCase_:				List[Any]						=    None

								if backend is not None:
												line_index += 1

												# Scroll until we hit the else block of try-except-else
												while _re_else.search(lines[line_index]    ) is None:
																line_index += 1

												line_index += 1

												UpperCamelCase_:				int						=    []
												# Until we unindent, add backend objects to the list
												while len(lines[line_index]    ) <= 1 or lines[line_index].startswith(""" """ * 8    ):
																UpperCamelCase_:				Tuple						=    lines[line_index]
																UpperCamelCase_:				Union[str, Any]						=    _re_import.search(lowerCamelCase    )
																if single_line_import_search is not None:
																				objects.extend(single_line_import_search.groups()[0].split(""", """    )    )
																elif line.startswith(""" """ * 12    ):
																				objects.append(line[12:-2]    )
																line_index += 1

												UpperCamelCase_:				Optional[Any]						=    objects
								else:
												line_index += 1

				return import_dict_objects, type_hint_objects







def 							A__       (    lowerCamelCase  ,     lowerCamelCase    )	->						List[Any]:

				def find_duplicates(lowerCamelCase    ):
								return [k for k, v in collections.Counter(lowerCamelCase    ).items() if v > 1]

				if list(import_dict_objects.keys()    ) != list(type_hint_objects.keys()    ):
								return ["Both sides of the init do not have the same backends!"]

				UpperCamelCase_:				Optional[int]						=    []
				for key in import_dict_objects.keys():
								UpperCamelCase_:				List[str]						=    find_duplicates(import_dict_objects[key]    )
								if duplicate_imports:
												errors.append(F'''Duplicate _import_structure definitions for: {duplicate_imports}'''    )
								UpperCamelCase_:				Tuple						=    find_duplicates(type_hint_objects[key]    )
								if duplicate_type_hints:
												errors.append(F'''Duplicate TYPE_CHECKING objects for: {duplicate_type_hints}'''    )

								if sorted(set(import_dict_objects[key]    )    ) != sorted(set(type_hint_objects[key]    )    ):
												UpperCamelCase_:				int						=    """base imports""" if key == """none""" else F'''{key} backend'''
												errors.append(F'''Differences for {name}:'''    )
												for a in type_hint_objects[key]:
																if a not in import_dict_objects[key]:
																				errors.append(F'''  {a} in TYPE_HINT but not in _import_structure.'''    )
												for a in import_dict_objects[key]:
																if a not in type_hint_objects[key]:
																				errors.append(F'''  {a} in _import_structure but not in TYPE_HINT.'''    )
				return errors







def 							A__       (    )	->						Tuple:
				UpperCamelCase_:				Optional[int]						=    []
				for root, _, files in os.walk(lowerCamelCase    ):
								if "__init__.py" in files:
												UpperCamelCase_:				Union[str, Any]						=    os.path.join(lowerCamelCase  ,     """__init__.py"""    )
												UpperCamelCase_:				Optional[int]						=    parse_init(lowerCamelCase    )
												if objects is not None:
																UpperCamelCase_:				Any						=    analyze_results(*lowerCamelCase    )
																if len(lowerCamelCase    ) > 0:
																				UpperCamelCase_:				Any						=    F'''Problem in {fname}, both halves do not define the same objects.\n{errors[0]}'''
																				failures.append("""\n""".join(lowerCamelCase    )    )
				if len(lowerCamelCase    ) > 0:
								raise ValueError("""\n\n""".join(lowerCamelCase    )    )







def 							A__       (    )	->						Any:
				UpperCamelCase_:				List[Any]						=    []
				for path, directories, files in os.walk(lowerCamelCase    ):
								for folder in directories:
												# Ignore private modules
												if folder.startswith("""_"""    ):
																directories.remove(lowerCamelCase    )
																continue
												# Ignore leftovers from branches (empty folders apart from pycache)
												if len(list((Path(lowerCamelCase    ) / folder).glob("""*.py"""    )    )    ) == 0:
																continue
												UpperCamelCase_:				str						=    str((Path(lowerCamelCase    ) / folder).relative_to(lowerCamelCase    )    )
												UpperCamelCase_:				Optional[Any]						=    short_path.replace(os.path.sep  ,     """."""    )
												submodules.append(lowerCamelCase    )
								for fname in files:
												if fname == "__init__.py":
																continue
												UpperCamelCase_:				Dict						=    str((Path(lowerCamelCase    ) / fname).relative_to(lowerCamelCase    )    )
												UpperCamelCase_:				Optional[int]						=    short_path.replace(""".py"""  ,     """"""    ).replace(os.path.sep  ,     """."""    )
												if len(submodule.split("""."""    )    ) == 1:
																submodules.append(lowerCamelCase    )
				return submodules


lowerCamelCase_    :			Optional[int]    =	[
    """convert_pytorch_checkpoint_to_tf2""",
    """modeling_flax_pytorch_utils""",
    """models.esm.openfold_utils""",
]







def 							A__       (    )	->						List[str]:
				# This is to make sure the transformers module imported is the one in the repo.
				from transformers.utils import direct_transformers_import

				UpperCamelCase_:				Optional[Any]						=    direct_transformers_import(lowerCamelCase    )

				UpperCamelCase_:				Tuple						=    set(transformers._import_structure.keys()    )
				# This contains all the base keys of the _import_structure object defined in the init, but if the user is missing
				# some optional dependencies, they may not have all of them. Thus we read the init to read all additions and
				# (potentiall re-) add them.
				with open(os.path.join(lowerCamelCase  ,     """__init__.py"""    )  ,     """r"""    ) as f:
								UpperCamelCase_:				List[Any]						=    f.read()
				import_structure_keys.update(set(re.findall(r"""import_structure\[\"([^\"]*)\"\]"""  ,     lowerCamelCase    )    )    )

				UpperCamelCase_:				Dict						=    [
				    module
				    for module in get_transformers_submodules()
				    if module not in IGNORE_SUBMODULES and module not in import_structure_keys
				]

				if len(lowerCamelCase    ) > 0:
								UpperCamelCase_:				Dict						=    """\n""".join(F'''- {module}''' for module in module_not_registered    )
								raise ValueError(
								    """The following submodules are not properly registed in the main init of Transformers:\n"""
								    F'''{list_of_modules}\n'''
								    """Make sure they appear somewhere in the keys of `_import_structure` with an empty list as value."""    )


if __name__ == "__main__":
							check_all_inits()
							check_submodules()






